{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a Filter, Edge Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import resources and display image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f284774cf98>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28477d7e48>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# Read in the image\n",
    "image = mpimg.imread('images/curved_lane.jpg')\n",
    "\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert the image to grayscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f28130bcf60>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28477267b8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert to grayscale for filtering\n",
    "gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "plt.imshow(gray, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TODO: Create a custom kernel\n",
    "\n",
    "Below, you've been given one common type of edge detection filter: a Sobel operator.\n",
    "\n",
    "The Sobel filter is very commonly used in edge detection and in finding patterns in intensity in an image. Applying a Sobel filter to an image is a way of **taking (an approximation) of the derivative of the image** in the x or y direction, separately. The operators look as follows.\n",
    "\n",
    "<img src=\"images/sobel_ops.png\" width=200 height=200>\n",
    "\n",
    "**It's up to you to create a Sobel x operator and apply it to the given image.**\n",
    "\n",
    "For a challenge, see if you can put the image through a series of filters: first one that blurs the image (takes an average of pixels), and then one that detects the edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f280ae7fdd8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f280af77748>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f280aeca128>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a custom kernel\n",
    "\n",
    "# 3x3 array for edge detection\n",
    "sobel_y = np.array([[ -1, -2, -1], \n",
    "                   [ 0, 0, 0], \n",
    "                   [ 1, 2, 1]])\n",
    "\n",
    "## TODO: Create and apply a Sobel x operator\n",
    "sobel_x = np.array([\n",
    "    [-1, 0, 1],\n",
    "    [-2, 0, 2],\n",
    "    [-1, 0, 1]])\n",
    "\n",
    "\n",
    "# Filter the image using filter2D, which has inputs: (grayscale image, bit-depth, kernel)  \n",
    "filtered_image_y = cv2.filter2D(gray, -1, sobel_y)\n",
    "filtered_image_x = cv2.filter2D(gray, -1, sobel_x)\n",
    "\n",
    "plt.subplots(1, 1)\n",
    "plt.imshow(filtered_image_x, cmap='gray')\n",
    "plt.subplots(1, 1)\n",
    "plt.imshow(filtered_image_y, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test out other filters!\n",
    "\n",
    "You're encouraged to create other kinds of filters and apply them to see what happens! As an **optional exercise**, try the following:\n",
    "* Create a filter with decimal value weights.\n",
    "* Create a 5x5 filter\n",
    "* Apply your filters to the other images in the `images` directory.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f280ada5860>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f280ad4c080>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = plt.imread('images/white_lines.jpg')\n",
    "\n",
    "img_gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "random_filter = np.array([\n",
    "    [0.34, 0.12, -0.45, 0.67],\n",
    "    [0.12, 0.53, -0.63, 0.46],\n",
    "    [0.35, -0.63, 0.53, 0.12],\n",
    "    [0.67, -0.45, 0.12, 0.34],\n",
    "    [0.35, -0.45, 0.23, 0.46]\n",
    "])\n",
    "\n",
    "filtered_image = cv2.filter2D(img_gray, -1, random_filter)\n",
    "\n",
    "plt.subplots(1, 1)\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.subplots(1, 1)\n",
    "plt.imshow(filtered_image, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
